Poli Giulio, Galati Salvatore, Macchia Marco, Tuccinardi Tiziano
Department of Pharmacy, University of Pisa, Via Bonanno 6, 56126, Pisa, Italy.
J Mol Model. 2025 Aug 20;31(9):251. doi: 10.1007/s00894-025-06481-x.
hRPE65 is an essential enzyme in the retinoid visual cycle. Numerous missense variants of hRPE65 have been linked to retinal disorders, such as retinitis pigmentosa and Leber congenital amaurosis. Moreover, many hRPE65 missense mutations are currently classified as variants of uncertain significance (VUS) due to insufficient evidence for a definitive pathogenicity classification. Addressing this limitation is critical for enabling accurate diagnoses and identifying suitable candidates for gene therapy. For this reason, we developed a hRPE65-tailored computational strategy, based on a consensus of multiple in silico pathogenicity predictions, enabling a rapid and reliable evaluation of the potential pathogenic effect of over 200 hRPE65 VUS. The analysis provided valuable insights to support the reclassification of these variants and assist clinicians in assessing their suitability for gene therapy.
In this study, we optimized our recently developed ConPath approach, which combines variant pathogenicity predictions from 19 different computational tools. In particular, we expanded the pool of predictive tools combined in the approach to 27, incorporated 3D-based methods that employ structural information for their prediction, and we refined the statistical framework for selecting the most reliable tools within an extended pool of more than 70 different methods. The tools were assessed based on their ability to discriminate pathogenic from benign hRPE65 missense mutations using an updated and expanded dataset of known hRPE65 variants. The resulting enhanced strategy, ConPath 2.0, was applied to the 210 hRPE65 VUS reported in the ClinVar database.
hRPE65是视黄醛视觉循环中的一种关键酶。hRPE65的众多错义变体已与视网膜疾病相关联,如色素性视网膜炎和莱伯先天性黑蒙。此外,由于缺乏足够的证据进行明确的致病性分类,许多hRPE65错义突变目前被归类为意义未明的变体(VUS)。解决这一局限性对于实现准确诊断和识别基因治疗的合适候选者至关重要。因此,我们基于多种计算机致病性预测的共识,开发了一种针对hRPE65的计算策略,能够快速可靠地评估200多种hRPE65 VUS的潜在致病效应。该分析提供了有价值的见解,以支持对这些变体的重新分类,并协助临床医生评估它们是否适合基因治疗。
在本研究中,我们优化了我们最近开发的ConPath方法,该方法结合了来自19种不同计算工具的变体致病性预测。具体而言,我们将该方法中结合的预测工具库扩展到27个,纳入了利用结构信息进行预测的基于3D的方法,并完善了统计框架,以便在70多种不同方法的扩展库中选择最可靠的工具。使用更新和扩展的已知hRPE65变体数据集,根据工具区分致病性和良性hRPE65错义突变的能力对这些工具进行评估。由此产生的增强策略ConPath 2.0应用于ClinVar数据库中报告的210种hRPE65 VUS。